{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.4.1 算术运算\n",
    "\n",
    "* add 加\n",
    "* subtract 减\n",
    "* multiple 乘\n",
    "* divide 除\n",
    "\n",
    "## 1.4.2 数学运算\n",
    "\n",
    "* 三角函数：sin、cos、tan\n",
    "* 算术运算\n",
    "\n",
    "## 1.4.3 统计运算\n",
    "\n",
    "* mean 均值\n",
    "* average 均值\n",
    "* var 方差\n",
    "* std 标准差\n",
    "\n",
    "## 1.4.4 聚合运算\n",
    "\n",
    "* 性能区别：np聚合函数 vs py内置函数\n",
    "* sum 累加\n",
    "* prod 累乘\n",
    "* max 最大值\n",
    "* min 最小值\n",
    "* 统计运算\n",
    "\n",
    "## 1.4.5 筛选与排序\n",
    "\n",
    "* where函数\n",
    "* sort函数\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. 算术运算\n",
    "a = np.random.random(10000)*10\n",
    "b = np.random.random(10000)*10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.42369304, 9.03034064, 9.13642052, ..., 1.00757204, 3.13217995,\n",
       "       5.55221414])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.63780515, 4.9306775 , 5.72285051, ..., 6.16149043, 3.76130011,\n",
       "       9.33378931])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.0614982 , 13.96101814, 14.85927102, ...,  7.16906247,\n",
       "        6.89348006, 14.88600345])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 既可以运算符，使用np算术函数\n",
    "a + b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.add?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.0614982 , 13.96101814, 14.85927102, ...,  7.16906247,\n",
       "        6.89348006, 14.88600345])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.add(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-4.21411211,  4.09966314,  3.41357001, ..., -5.15391839,\n",
       "       -0.62912017, -3.78157518])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a - b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-4.21411211,  4.09966314,  3.41357001, ..., -5.15391839,\n",
       "       -0.62912017, -3.78157518])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.subtract(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.96500578, 44.52569737, 52.28636876, ...,  6.2081455 ,\n",
       "       11.78106879, 51.82319695])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a*b "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.96500578, 44.52569737, 52.28636876, ...,  6.2081455 ,\n",
       "       11.78106879, 51.82319695])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.multiply(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.09135637, 1.83146041, 1.59648072, ..., 0.16352732, 0.83273864,\n",
       "       0.59485102])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a/b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.09135637, 1.83146041, 1.59648072, ..., 0.16352732, 0.83273864,\n",
       "       0.59485102])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.divide(a,b)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 数学函数\n",
    "\n",
    "1°=π/180 rad\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "ang = np.array([0,30,45,60,90,120,135,150,180])\n",
    "rad = np.sin(ang*np.pi/180)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.00000000e+00, 5.00000000e-01, 7.07106781e-01, 8.66025404e-01,\n",
       "       1.00000000e+00, 8.66025404e-01, 7.07106781e-01, 5.00000000e-01,\n",
       "       1.22464680e-16])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 5])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 3. 统计函数\n",
    "d2 = np.array([1,2,3,4,5])\n",
    "d2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.average(d2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.average?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.5714285714285716"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.average(d2,weights=np.array([2,2,1,1,1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.625"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.average(d2,weights=np.array([1,1,1,2,3]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 中位数\n",
    "np.median(d2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.5"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d3 = np.array([1,2,3,4,5,6])\n",
    "np.median(d3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.9166666666666665"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方差\n",
    "np.var(d3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.707825127659933"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 标准差\n",
    "np.std(d3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.42369304, 9.03034064, 9.13642052, ..., 1.00757204, 3.13217995,\n",
       "       5.55221414])"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 3.聚合运算\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.49 ms, sys: 783 µs, total: 4.27 ms\n",
      "Wall time: 5.09 ms\n",
      "CPU times: user 108 µs, sys: 252 µs, total: 360 µs\n",
      "Wall time: 390 µs\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "50050.770745767586"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time sum(a)\n",
    "%time np.sum(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "120"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.prod(d2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(d2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 5, 6])"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 5. 筛选、排序\n",
    "d3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3, 4, 5]),)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(d3>3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.where?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1]),)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(d3<3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 2, 4, 5, 7])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sort([5,4,2,7,2,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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